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Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

22 November 2022

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Papers citing "Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks"

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Title
Structured Chemistry Reasoning with Large Language Models Siru Ouyang Zhuosheng Zhang Bing Yan Xuan Liu Yejin Choi Jiawei Han Lianhui Qin LRM 81 17 0 16 Nov 2023
Efficient End-to-End Visual Document Understanding with Rationale Distillation Wang Zhu Alekh Agarwal Mandar Joshi Robin Jia Jesse Thomason Kristina Toutanova 74 2 0 16 Nov 2023
Program-Aided Reasoners (better) Know What They Know Anubha Kabra Sanketh Rangreji Yash Mathur Aman Madaan Emmy Liu Graham Neubig LRM 51 0 0 16 Nov 2023
Leveraging Code to Improve In-context Learning for Semantic Parsing Ben Bogin Shivanshu Gupta Peter Clark Ashish Sabharwal 63 11 0 16 Nov 2023
Towards Verifiable Text Generation with Symbolic References Lucas Torroba Hennigen Zejiang Shen Aniruddha Nrusimha Bernhard Gapp David Sontag Yoon Kim 103 14 0 15 Nov 2023
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 89 3 0 15 Nov 2023
StrategyLLM: Large Language Models as Strategy Generators, Executors, Optimizers, and Evaluators for Problem Solving Chang Gao Haiyun Jiang Deng Cai Shuming Shi Wai Lam LRM 75 7 0 15 Nov 2023
Language Models are Better Bug Detector Through Code-Pair Classification Kamel Alrashedy Ahmed Binjahlan 29 6 0 14 Nov 2023
Past as a Guide: Leveraging Retrospective Learning for Python Code Completion Seunggyoon Shin Seunggyu Chang Sungjoon Choi KELM 59 1 0 13 Nov 2023
VerityMath: Advancing Mathematical Reasoning by Self-Verification Through Unit Consistency Vernon Toh Ratish Puduppully Nancy F. Chen LRM 35 6 0 13 Nov 2023
BizBench: A Quantitative Reasoning Benchmark for Business and Finance Rik Koncel-Kedziorski Michael Krumdick Viet Dac Lai Varshini Reddy Charles Lovering Chris Tanner AIMat 52 8 0 11 Nov 2023
Language Models can be Logical Solvers Jiazhan Feng Ruochen Xu Junheng Hao Hiteshi Sharma Yelong Shen Dongyan Zhao Weizhu Chen ReLM LRM ELM 107 27 0 10 Nov 2023
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data Mubashara Akhtar Abhilash Shankarampeta Vivek Gupta Arpit Patil O. Cocarascu Elena Simperl LRM ReLM LMTD ELM 91 25 0 03 Nov 2023
Implicit Chain of Thought Reasoning via Knowledge Distillation Yuntian Deng Kiran Prasad Roland Fernandez P. Smolensky Vishrav Chaudhary Stuart M. Shieber ReLM LRM 77 52 0 02 Nov 2023
Multi-Operational Mathematical Derivations in Latent Space Marco Valentino Jordan Meadows Lan Zhang André Freitas 82 5 0 02 Nov 2023
Defining a New NLP Playground Sha Li Chi Han Pengfei Yu Carl Edwards Manling Li ... Yi R. Fung Charles Yu Joel R. Tetreault Eduard H. Hovy Heng Ji 123 5 0 31 Oct 2023
DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models Ge Zheng Bin Yang Jiajin Tang Hong-Yu Zhou Sibei Yang LRM MLLM 95 117 0 25 Oct 2023
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers Theo X. Olausson Alex Gu Benjamin Lipkin Cedegao E. Zhang Armando Solar-Lezama Josh Tenenbaum Roger Levy LRM AI4CE ReLM 173 119 0 23 Oct 2023
Open-Ended Instructable Embodied Agents with Memory-Augmented Large Language Models Gabriel H. Sarch Yue Wu Michael J. Tarr Katerina Fragkiadaki LM&Ro LLMAG 111 19 0 23 Oct 2023
API-Assisted Code Generation for Question Answering on Varied Table Structures Yihan Cao Shuyi Chen Ryan Liu Zhiruo Wang Daniel Fried LMTD 72 14 0 23 Oct 2023
Plan, Verify and Switch: Integrated Reasoning with Diverse X-of-Thoughts Tengxiao Liu Qipeng Guo Yuqing Yang Xiangkun Hu Yue Zhang Xipeng Qiu Zheng Zhang LRM LLMAG 65 33 0 23 Oct 2023
Prompt Engineering Through the Lens of Optimal Control Yifan Luo Yiming Tang Chengfeng Shen Zhennan Zhou Bin Dong OffRL 67 7 0 22 Oct 2023
Semantic Decomposition of Question and SQL for Text-to-SQL Parsing Ben Eyal Amir Bachar Ophir Haroche Moran Mahabi Michael Elhadad CoGe ReLM 54 10 0 20 Oct 2023
ToolChain: Efficient Action Space Navigation in Large Language Models with A Search Yuchen Zhuang Xiang Chen Tong Yu Saayan Mitra Victor S. Bursztyn Ryan Rossi Somdeb Sarkhel Chao Zhang LLMAG 81 60 0 20 Oct 2023
SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving Xueliang Zhao Xinting Huang Wei Bi Lingpeng Kong LRM 91 1 0 19 Oct 2023
MAF: Multi-Aspect Feedback for Improving Reasoning in Large Language Models Deepak Nathani David Wang Liangming Pan Wenjie Wang KELM LRM ReLM 75 11 0 19 Oct 2023
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities Markus J. Buehler KELM 90 61 0 16 Oct 2023
A Comprehensive Evaluation of Tool-Assisted Generation Strategies Alon Jacovi Avi Caciularu Jonathan Herzig Roee Aharoni Bernd Bohnet Mor Geva ELM 126 7 0 16 Oct 2023
Improving Large Language Model Fine-tuning for Solving Math Problems Yixin Liu Avi Singh C. D. Freeman John D. Co-Reyes Peter J. Liu LRM ReLM 86 50 0 16 Oct 2023
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models Haoran Luo E. Haihong Zichen Tang Shiyao Peng Yikai Guo ... Guanting Dong Meina Song Wei Lin Zhonghong Ou Luu Anh Tuan RALM 107 47 0 13 Oct 2023
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement Linlu Qiu Liwei Jiang Ximing Lu Melanie Sclar Valentina Pyatkin ... Bailin Wang Yoon Kim Yejin Choi Nouha Dziri Xiang Ren LRM ReLM 134 89 0 12 Oct 2023
KwaiYiiMath: Technical Report Jia-Yi Fu Lei Lin Xiaoyang Gao Pengli Liu Zhengzong Chen ... Zijia Lin Fuzheng Zhang Zhongyuan Wang Di Zhang Kun Gai LRM ReLM RALM 133 2 0 11 Oct 2023
Diversity of Thought Improves Reasoning Abilities of LLMs Ranjita Naik Varun Chandrasekaran Mert Yuksekgonul Hamid Palangi Besmira Nushi LRM 64 9 0 11 Oct 2023
Don't Fine-Tune, Decode: Syntax Error-Free Tool Use via Constrained Decoding Kexun Zhang Hongqiao Chen Lei Li Wenjie Wang 95 4 0 10 Oct 2023
Lemur: Harmonizing Natural Language and Code for Language Agents Yiheng Xu Hongjin Su Chen Xing Boyu Mi Qian Liu ... Siheng Zhao Lingpeng Kong Bailin Wang Caiming Xiong Tao Yu 99 74 0 10 Oct 2023
SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA Jonathan Tonglet Manon Reusens Philipp Borchert Bart Baesens 83 6 0 10 Oct 2023
Estimating Numbers without Regression Avijit Thawani Jay Pujara Ashwin Kalyan 66 1 0 09 Oct 2023
MenatQA: A New Dataset for Testing the Temporal Comprehension and Reasoning Abilities of Large Language Models Yifan Wei Yisong Su Huanhuan Ma Xiaoyan Yu Fangyu Lei Yuanzhe Zhang Jun Zhao Kang Liu LRM 71 14 0 08 Oct 2023
Toolink: Linking Toolkit Creation and Using through Chain-of-Solving on Open-Source Model Cheng Qian Chenyan Xiong Zhenghao Liu Zhiyuan Liu LRM 92 18 0 08 Oct 2023
Towards Better Chain-of-Thought Prompting Strategies: A Survey Zihan Yu Liang He Zhen Wu Xinyu Dai Jiajun Chen LRM 167 55 0 08 Oct 2023
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models Xiaoxiao Sun Yang Yang Michal Shlapentokh-Rothman Haohan Wang Yu-Xiong Wang LRM AI4CE LM&Ro LLMAG 115 223 0 06 Oct 2023
Chain of Natural Language Inference for Reducing Large Language Model Ungrounded Hallucinations Deren Lei Yaxi Li Mengya Hu Mingyu Wang Vincent Yun Emily Ching Eslam Kamal HILM LRM 59 40 0 06 Oct 2023
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning Ke Wang Houxing Ren Aojun Zhou Zimu Lu Sichun Luo Weikang Shi Renrui Zhang Linqi Song Mingjie Zhan Hongsheng Li ReLM LRM SyDa 122 106 0 05 Oct 2023
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines Omar Khattab Arnav Singhvi Paridhi Maheshwari Zhiyuan Zhang Keshav Santhanam ... Thomas T. Joshi Hanna Moazam Heather Miller Matei A. Zaharia Christopher Potts RALM 106 283 0 05 Oct 2023
Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning Murong Yue Jie Zhao Min Zhang Liang Du Ziyu Yao LRM 130 71 0 04 Oct 2023
DOMINO: A Dual-System for Multi-step Visual Language Reasoning Peifang Wang O. Yu. Golovneva Armen Aghajanyan Xiang Ren Muhao Chen Asli Celikyilmaz Maryam Fazel-Zarandi LRM 55 9 0 04 Oct 2023
Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation E. Zelikman Eliana Lorch Lester W. Mackey Adam Tauman Kalai LRM ReLM 90 59 0 03 Oct 2023
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 167 669 0 03 Oct 2023
Large Language Models as Analogical Reasoners Michihiro Yasunaga Xinyun Chen Yujia Li Panupong Pasupat J. Leskovec Percy Liang Ed H. Chi Denny Zhou ReLM LRM 111 87 0 03 Oct 2023
Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model Reasoning Jianpeng Zhou Wanjun Zhong Yanlin Wang Jiahai Wang LRM 127 8 0 01 Oct 2023